JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering. Cyclic MUSIC DOA TN (2012)
|
|
- Ανδρομέδη Καζαντζής
- 6 χρόνια πριν
- Προβολές:
Transcript
1 JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering Vol. 30 No. Mar. 01 DOI: /j.issn DOA 1, DOA DOA. Cyclic MUSIC.. DOA TN ) DOA Estimation of Wideband Signals Based on Cyclostationarity LIU Fu-gang 1,, DIAO Ming 1 1. College of Information and Communication Engineering, Harbin Engineering University, Harbin , China. College of Electronic and Information Engineering, Heilongjiang Institute of Science and Technology, Harbin 15007, China Abstract: For direction of arrival DOA) estimation of cyclostationarity wideband signals, by analyzing the signal s cyclostationarity and conjugate cyclostationarity properties, a new method of DOA estimation from wideband signal is proposed based on the subspace decomposition method. The new method applies signals cyclostationarity and conjugate cyclostationarity information to form an extended cyclic correlation matrix. The spatial spectrum of wideband signal is obtained. The method has good performance of the cyclic MUSIC algorithm, and does not require optimal lag time to process the wideband signals. Computer simulations are conducted to show good performance in signal selective direction finding, with high resolution and interference suppression capability. Keywords: array signal processing, DOA estimation of wideband signals, cyclostationarity, conjugate cyclostationarity 1-3]. 4] MUSIC ESPRIT Cyclic MUSIC Cyclic ESPRIT 5-7] DOA 8] MUSIC DOA 9-1] DOA No. GZ08A101) : liufugang_36@163. com diaoming@hrbeu.edu.cn
2 DOA ] DOA.. 1 M d s k t) K θ k k = 1,,, K) nt). J J. J Xf j ) = Aθ, f j )Sf j ) + Nf j ) 1) Sf j ) Nf j ) Xf j ) f j Aθ, f j ) Aθ, f j ) = aθ 1, f j ),, aθ k, f j ),, aθ K, f j )] M K aθ k, f j ) = 1, e jπfjd sin θ k)/c,, e jπfjm 1)d sin θ k)/c ] T ] T. st) m τ m m s m t) = st + τ m ) R α s ms m τ) = s m t + τ/)s mt τ/)e jπαt t t = t + τ m = st+τ m +τ/)s mt + τ m τ/)e jπαt t R α s ms m τ) = st + τ/)s mt τ/)e jπαt t e jπατm = R α ssτ)e jπατm.. α R α XXf j ) = Xf, f j + α/)x H f, f j α/) f =Aθ, f j +α/)r α SSf j )A H θ, f j α/)+r α NN f j ) +Aθ, f j +α/)r α SN f j )+R α NSf j )A H θ, f j α/) ) nt) α R α NN f j) = 0. α R α NS f j) = 0, R α SN f j) = 0 nt) nt) st). ) R α XXf j ) =Aθ, f j + α/)r α SSf j )A H θ, f j α/) 3) R α XX f j) = Xf, f j + α/)x T f, f j α/) f =Aθ, f j +α/)r α SS f j)a T θ, f j α/) 4) 3) 4) RXX α f j) RXX α f j) α. Zf, f j, α) = Xf j + α/) X f j α/) = Aθ, f j + α/)sf j + α/) + Nf j + α/) A θ, f j α/)s f j α/) + N f j α/) 5) f j α).
3 ) R α ZZf j ) = Zf, f j, α)z H f, f j, α) f 3) 4) R α ZZ f j) R α ZZf j ) = A α G α SSf j )A α ) H 6) A α = Aθ 1, α/), Aθ, α/),, Aθ K, α/), 0,, 0] 7) A α i] A α i i = 1,,, K A α i] = 1, e jπfj+ α )d sin θk)/c,, e jπfj+ α )M 1)d sin θ k)/c, 0,, 0] T i = K + 1, K +,, K A α i] = 0,, 0, 1, e jπfj α )d sin θk)/c,, ne jπfj α )M 1)d sin θk)/c ] T G α SSf j ) = RSS α f j) RSS α f j) R α SS f j)) R α SS f j)) K K M P θ, f j ) = A H θ, + α ) U N1 f j )UN1 H f j)a θ, f j + α ) A θ, f j α ) U N f j )UN1 H f j)a θ, f j + α ) R α ZZ f j) M 1 M 1). R α ZZ f j) RZZf α j ) = U S f j ) U N f j ) S 0 0 N ] V Sf j ) V N f j ) 8) U N f j ) U N f j ) = U N1f j ) U N f j ) 6) 7] U Nf j )U T Nf j ) = U N1 f j )U H N1f j ) P θ, f j ) =A α ) H U N1f j )UN1 H f j) U N1 f j )UN H f j) A α U N f j )UN1 H f j) U N f j )UN H f j) 7) 9) A H θ, f j + α )U N1 f j )UN H f j)a θ, f j α ) A θ, f j α )U N f j )UN H f j)a θ, f j α ) 10) f j P θ, f j )=arg min A H θ, f j + α ) U N1 f j )U H θ N1f j )A θ, f j + α ) A θ, f j α ) U N f j )U H N1f j )A θ, f j + α ) ] 11) 10) P θ) = 1 J J P θ, f j ) 1) j=1 Zf j, α, n) = Xf j + α/, n) X f j α/, n) 1 DFT Xf j, n) N Zf j, α, n) α
4 DOA 149 R α ZZf j ) = 1 N 3 N X m + α ) X H m α ) n=1 m RZZ α f j) R α ZZf j ) = U S f j )U N f j )] Λf j ) V Sf j ) V N f j ) 4 U N f j ) U N f j ) = U Sf j ) U N f j ) 11) f j 1). 3 3 MUSIC Cyclic MUSICWCM) f b f 0 BPSK α = kf b k = 0, ±1, ±, ) α = f 0 + kf b k = 0, ±1, ±, ). 1 BPSK f 0 = 0 MHz α = f 0. SNR 8 db 1 1 Figure 1 Target signal and interference signal arriving at the same time 1WCM DOA. WCM. MUSIC DOA.. 4 f 0 = 0 MHz BPSK 60 58, SNR 8 db. α = 10 MHz α = 1 MHz DOA Figure DOA estimation of two groups close angle signals DOA. MUSIC WCM. 1 WCM WCM. 3 BPSK f 0 = 0 MHz 0.. WCM MUSIC DOASNR 10 db 4 db 00 3.
5 RMSE Figure 3 DOA estimation RMSE of correlated signals versus SNR. 3 4 db WCM MUSIC. 4 DOA. Cyclic MUSIC.. MUSIC WCM.. : 1] Gardner W A. Cyclostationarity in communications and signal processing M]. New York: IEEE Press, 1994: ] Fusco T, Izzo L, Napolitano A, Tanda M. On the second-order cyclostationarity properties of longcode DS-SS signals J]. IEEE Transactions on Communications, 006, 5410): ]. J]. 004, 6): Chen Hui, Wang Yongliang, Pi Xingzi. The preprocessing method based on signal conjugate cyclostationary J]. Journal of Electronics & Information Technology, 004, 6): in Chinese) 4] Gardner W A. Simplification of MUSIC and ES- PRIT by exploitation of cyclostationarity J]. Proceedings IEEE, 1998, 767): ] Vvcic I P P D, Eric M. Direction of arrival estimation via exploitation of cyclostationarity, a frequency domain approach C]//Proceedings of European Conference 005, Belgrade, Serbia, 005: ] Chargé P, Wang Y D, Saillard J. A cyclostationarity exploiting direction finding algorithms J]. IEEE Transactions on Aerospace and Electronic Systems, 003, 393): ] Sahmoudi M, Amin M G. Unitary cyclic MUSIC for direction finding in GPS receivers C]//Proceedings 4th IEEE workshop on Sensor Array and Multichannel Processing, Waltham, MA, USA, 006: ] Desoki A, Takada J, Hagiwara I. Efficient array design algorithm for wide-band application of the multiple signal classification algorithm J]. Acoustical Science and Technology, 009, 303): ] Yun Huiqin, Fun H. Extended wideband cyclic music C]//IEEE Sensor Array and Multi-channel Signal Processing Workshop, 004: ] Pokrajac I P, Vucic D, Eric M. Wideband spectral cyclic MUSIC algorithm for DOA estimation C]// Proceedings of LI Conference ETRAN, Herceg Novi, 007: ] Vvcic I P P D, Eric M, Dukic M L. Cyclic MUSIC algorithm for DOA estimation of wideband coherent signals in frequency domain C]//15th Telecommunications Forum TELFOR 007: ] Gelli G, Izzo L. Cyclostationarity-based coherent methods for wideband-signal source location J]. IEEE Transactions on Signal Processing, 003, 5110): ]. J]. 009, 56): Zhang Cong, Chen Deli Lu Huanzhang. Cyclic cross-correlation based two-dimensional DOA estimation approach J]. Signal Processing, 009, 56): in Chinese) : )
An Automatic Modulation Classifier using a Frequency Discriminator for Intelligent Software Defined Radio
C IEEJ Transactions on Electronics, Information and Systems Vol.133 No.5 pp.910 915 DOI: 10.1541/ieejeiss.133.910 a) An Automatic Modulation Classifier using a Frequency Discriminator for Intelligent Software
ER-Tree (Extended R*-Tree)
1-9825/22/13(4)768-6 22 Journal of Software Vol13, No4 1, 1, 2, 1 1, 1 (, 2327) 2 (, 3127) E-mail xhzhou@ustceducn,,,,,,, 1, TP311 A,,,, Elias s Rivest,Cleary Arya Mount [1] O(2 d ) Arya Mount [1] Friedman,Bentley
3: A convolution-pooling layer in PS-CNN 1: Partially Shared Deep Neural Network 2.2 Partially Shared Convolutional Neural Network 2: A hidden layer o
Sound Source Identification based on Deep Learning with Partially-Shared Architecture 1 2 1 1,3 Takayuki MORITO 1, Osamu SUGIYAMA 2, Ryosuke KOJIMA 1, Kazuhiro NAKADAI 1,3 1 2 ( ) 3 Tokyo Institute of
Quick algorithm f or computing core attribute
24 5 Vol. 24 No. 5 Cont rol an d Decision 2009 5 May 2009 : 100120920 (2009) 0520738205 1a, 2, 1b (1. a., b., 239012 ; 2., 230039) :,,.,.,. : ; ; ; : TP181 : A Quick algorithm f or computing core attribute
Journal of Beijing University of Posts and Telecommunications. Blind CFR Estimation for SC2FDE Systems
29 8 32 4 Journal of Beijing University of Posts and Telecommunications Aug. 29 Vol. 32 No. 4 :1725321 (29) 427724 CFR 1,2, 3, 3, 1 (1., 1876 ; 2., 413 ; 3., 3615) :.,,.,,.. : ; ; ; : TN911. 72 : A Blind
Nov Journal of Zhengzhou University Engineering Science Vol. 36 No FCM. A doi /j. issn
2015 11 Nov 2015 36 6 Journal of Zhengzhou University Engineering Science Vol 36 No 6 1671-6833 2015 06-0056 - 05 C 1 1 2 2 1 450001 2 461000 C FCM FCM MIA MDC MDC MIA I FCM c FCM m FCM C TP18 A doi 10
: Monte Carlo EM 313, Louis (1982) EM, EM Newton-Raphson, /. EM, 2 Monte Carlo EM Newton-Raphson, Monte Carlo EM, Monte Carlo EM, /. 3, Monte Carlo EM
2008 6 Chinese Journal of Applied Probability and Statistics Vol.24 No.3 Jun. 2008 Monte Carlo EM 1,2 ( 1,, 200241; 2,, 310018) EM, E,,. Monte Carlo EM, EM E Monte Carlo,. EM, Monte Carlo EM,,,,. Newton-Raphson.
Adaptive grouping difference variation wolf pack algorithm
3 2017 5 ( ) Journal of East China Normal University (Natural Science) No. 3 May 2017 : 1000-5641(2017)03-0078-09, (, 163318) :,,.,,,,.,,. : ; ; ; : TP301.6 : A DOI: 10.3969/j.issn.1000-5641.2017.03.008
Interleaving Differential MMSE Multiuser Detection Based on Cyclic-stationary Period
30 5 2012 9 JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering Vol. 30 No. 5 Sept. 2012 DOI: 10.3969/j.issn.0255-8297.2012.05.005 710064 (wide code division multiple access, WCDMA) (interleaving
[4] 1.2 [5] Bayesian Approach min-max min-max [6] UCB(Upper Confidence Bound ) UCT [7] [1] ( ) Amazons[8] Lines of Action(LOA)[4] Winands [4] 1
1,a) Bayesian Approach An Application of Monte-Carlo Tree Search Algorithm for Shogi Player Based on Bayesian Approach Daisaku Yokoyama 1,a) Abstract: Monte-Carlo Tree Search (MCTS) algorithm is quite
Maximum power dynamic acoustic source direction-of-arrival tracking algorithm based on acoustic vector sensor
31 2 2014 2 DOI: 10.7641/CTA.2014.30357 Control Theory & Applications Vol. 31 No. 2 Feb. 2014,, (, 475004) :, (DOA).,, DOA.,, Kalman.. : ; ; ; : TP391 : A Maximum power dynamic acoustic source direction-of-arrival
No. 7 Modular Machine Tool & Automatic Manufacturing Technique. Jul TH166 TG659 A
7 2016 7 No. 7 Modular Machine Tool & Automatic Manufacturing Technique Jul. 2016 1001-2265 2016 07-0122 - 05 DOI 10. 13462 /j. cnki. mmtamt. 2016. 07. 035 * 100124 TH166 TG659 A Precision Modeling and
Area Location and Recognition of Video Text Based on Depth Learning Method
21 6 2016 12 Vol 21 No 6 JOURNAL OF HARBIN UNIVERSITY OF SCIENCE AND TECHNOLOGY Dec 2016 1 1 1 2 1 150080 2 130300 Gabor RBM OCR DOI 10 15938 /j jhust 2016 06 012 TP391 43 A 1007-2683 2016 06-0061- 06
LUO, Hong2Qun LIU, Shao2Pu Ξ LI, Nian2Bing
2003 61 3, 435 439 ACTA CHIMICA SINICA Vol 61, 2003 No 3, 435 439 2 ΞΞ ( 400715), 2, 2, 2, 3/ 2 2,, 2,, Ne w Methods for the Determination of the Inclusion Constant between Procaine Hydrochloride and 2Cyclodextrin
J. of Math. (PRC) Banach, , X = N(T ) R(T + ), Y = R(T ) N(T + ). Vol. 37 ( 2017 ) No. 5
Vol. 37 ( 2017 ) No. 5 J. of Math. (PRC) 1,2, 1, 1 (1., 225002) (2., 225009) :. I +AT +, T + = T + (I +AT + ) 1, T +. Banach Hilbert Moore-Penrose.. : ; ; Moore-Penrose ; ; MR(2010) : 47L05; 46A32 : O177.2
Main source: "Discrete-time systems and computer control" by Α. ΣΚΟΔΡΑΣ ΨΗΦΙΑΚΟΣ ΕΛΕΓΧΟΣ ΔΙΑΛΕΞΗ 4 ΔΙΑΦΑΝΕΙΑ 1
Main source: "Discrete-time systems and computer control" by Α. ΣΚΟΔΡΑΣ ΨΗΦΙΑΚΟΣ ΕΛΕΓΧΟΣ ΔΙΑΛΕΞΗ 4 ΔΙΑΦΑΝΕΙΑ 1 A Brief History of Sampling Research 1915 - Edmund Taylor Whittaker (1873-1956) devised a
Application of Wavelet Transform in Fundamental Study of Measurement of Blood Glucose Concentration with Near2Infrared Spectroscopy
37 6 2004 6 Journal of Tianjin University Vol. 37 No. 6 Jun. 2004 Ξ 1,2, 1,2, 3 (1., 300072 ; 2. 2, 300072 ; 3., 300072) :,,,.,,(RMSEP) 53 %58 %.. : ; ; : O657. 33 : A : 04932 2137 (2004) 062 05352 05
Vol. 31,No JOURNAL OF CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY Feb
Ξ 31 Vol 31,No 1 2 0 0 1 2 JOURNAL OF CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY Feb 2 0 0 1 :025322778 (2001) 0120016205 (, 230026) : Q ( m 1, m 2,, m n ) k = m 1 + m 2 + + m n - n : Q ( m 1, m 2,, m
Research on real-time inverse kinematics algorithms for 6R robots
25 6 2008 2 Control Theory & Applications Vol. 25 No. 6 Dec. 2008 : 000 852(2008)06 037 05 6R,,, (, 30027) : 6R. 6 6R6.., -, 6R., 2.03 ms, 6R. : 6R; ; ; : TP242.2 : A Research on real-time inverse kinematics
Vol. 30 No Journal of Jilin University Information Science Edition Sept. 2012
30 5 Vol. 30 No. 5 2012 9 Journal of Jilin University Information Science Edition Sept. 2012 1671-5896 2012 05-0462-08 1 2 3 1 1. 650091 2. 351254 3. 363105 TN914. 5 A Implementation and Application of
Motion analysis and simulation of a stratospheric airship
32 11 Vol 32 11 2011 11 Journal of Harbin Engineering University Nov 2011 doi 10 3969 /j issn 1006-7043 2011 11 019 410073 3 2 V274 A 1006-7043 2011 11-1501-08 Motion analysis and simulation of a stratospheric
Buried Markov Model Pairwise
Buried Markov Model 1 2 2 HMM Buried Markov Model J. Bilmes Buried Markov Model Pairwise 0.6 0.6 1.3 Structuring Model for Speech Recognition using Buried Markov Model Takayuki Yamamoto, 1 Tetsuya Takiguchi
High order interpolation function for surface contact problem
3 016 5 Journal of East China Normal University Natural Science No 3 May 016 : 1000-564101603-0009-1 1 1 1 00444; E- 00030 : Lagrange Lobatto Matlab : ; Lagrange; : O41 : A DOI: 103969/jissn1000-56410160300
Correction of chromatic aberration for human eyes with diffractive-refractive hybrid elements
5 5 2012 10 Chinese Optics Vol. 5 No. 5 Oct. 2012 1674-2915 2012 05-0525-06 - * 100190-14 - - 14. 51 μm 81. 4 μm - 1. 64 μm / O436. 1 TH703 A doi 10. 3788 /CO. 20120505. 0525 Correction of chromatic aberration
Fundamentals of Array Antennas
Fundamentals of Array Antennas Nobuyoshi Kikuma 466-8555 Dept. of Computer Science and Engineering, Nagoya Institute of Technology Gokiso-cho, Showa-ku, Nagoya, 466-8555, Japan Abstract Array antenna technologies
Schedulability Analysis Algorithm for Timing Constraint Workflow Models
CIMS Vol.8No.72002pp.527-532 ( 100084) Petri Petri F270.7 A Schedulability Analysis Algorithm for Timing Constraint Workflow Models Li Huifang and Fan Yushun (Department of Automation, Tsinghua University,
ES440/ES911: CFD. Chapter 5. Solution of Linear Equation Systems
ES440/ES911: CFD Chapter 5. Solution of Linear Equation Systems Dr Yongmann M. Chung http://www.eng.warwick.ac.uk/staff/ymc/es440.html Y.M.Chung@warwick.ac.uk School of Engineering & Centre for Scientific
Outline Analog Communications. Lecture 05 Angle Modulation. Instantaneous Frequency and Frequency Deviation. Angle Modulation. Pierluigi SALVO ROSSI
Outline Analog Communications Lecture 05 Angle Modulation 1 PM and FM Pierluigi SALVO ROSSI Department of Industrial and Information Engineering Second University of Naples Via Roma 9, 81031 Aversa (CE),
MIDI [8] MIDI. [9] Hsu [1], [2] [10] Salamon [11] [5] Song [6] Sony, Minato, Tokyo , Japan a) b)
1,a) 1,b) 1,c) 1. MIDI [1], [2] U/D/S 3 [3], [4] 1 [5] Song [6] 1 Sony, Minato, Tokyo 108 0075, Japan a) Emiru.Tsunoo@jp.sony.com b) AkiraB.Inoue@jp.sony.com c) Masayuki.Nishiguchi@jp.sony.com MIDI [7]
Echo path identification for stereophonic acoustic echo cancellation without pre-processing
Echo path identification for stereophonic acoustic echo cancellation without pre-processing Yuusuke MIZUNO Takuya NUNOME Akihiro HIRANO Kenji NAKAYAMA Division of Electronics and Computer Science Graduate
JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering . MUSIC MUSIC TN (2010)
28 3 5 JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering Vol. 28 No. 3 May DOI:.3969/j.issn.255-8297..3. MUSIC 2. MUSIC Taylor MUSIC MUSIC Taylor TN9.7 255-8297()3-289-8 Success Probability
Localization of Collaboration Ripples in Wireless Sensor Network
30 2 2012 3 JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering Vol. 30 No. 2 Mar. 2012 DOI: 10.3969/j.issn.0255-8297.2012.02.003 1,3 1 1 1 2 1. 200072 2. 200072 3. 200072... 3.20% 20.00%.
2016 IEEE/ACM International Conference on Mobile Software Engineering and Systems
2016 IEEE/ACM International Conference on Mobile Software Engineering and Systems Multiple User Interfaces MobileSoft'16, Multi-User Experience (MUX) S1: Insourcing S2: Outsourcing S3: Responsive design
40 3 Journal of South China University of Technology Vol. 40 No Natural Science Edition March
40 3 Journal of South China University of Technology Vol 40 No 3 2012 3 Natural Science Edition March 2012 1000-565X 2012 03-0106-06 * 510640 MFCC K-L K-L MFCC K-L 46 61% 42 25% 39 68% 36 36% K-L TN912
6.003: Signals and Systems. Modulation
6.003: Signals and Systems Modulation May 6, 200 Communications Systems Signals are not always well matched to the media through which we wish to transmit them. signal audio video internet applications
Q L -BFGS. Method of Q through full waveform inversion based on L -BFGS algorithm. SUN Hui-qiu HAN Li-guo XU Yang-yang GAO Han ZHOU Yan ZHANG Pan
3 2015 12 GLOBAL GEOLOGY Vol. 3 No. Dec. 2015 100 5589 2015 0 1106 07 L BFGS Q 130026 Q 2D L BFGS Marmousi Q L BFGS P631. 3 A doi 10. 3969 /j. issn. 1005589. 2015. 0. 02 Method of Q through full waveform
Study on the Strengthen Method of Masonry Structure by Steel Truss for Collapse Prevention
33 2 2011 4 Vol. 33 No. 2 Apr. 2011 1002-8412 2011 02-0096-08 1 1 1 2 3 1. 361005 3. 361004 361005 2. 30 TU746. 3 A Study on the Strengthen Method of Masonry Structure by Steel Truss for Collapse Prevention
Enhancing σ/π-type Copper(I) thiophene Interactions by Metal Doping (Metal = Li, Na, K, Ca, Sc)
Electronic Supplementary Material (ESI) for Dalton Transactions. This journal is The Royal Society of Chemistry 2014 Electronic Supplementary Material (ESI) for Dalton Transactions This journal is The
14.5mm 14.5mm
This article has been accepted for publication in a future issue of this journal, but has not been fully edited. Content may change prior to final publication. Citation information: DOI 1.119/JETCAS.218.289582,
PLATEAU METEOROLOGY. X 6 min. 6 min Vol. 34 No. 4 August doi /j. issn X X / cosθcosφ P412.
34 4 2015 8 PLATEAU METEOROLOGY Vol. 34 No. 4 August 2015. X J. 2015 34 4 1167-1176 doi 10. 7522 /j. issn. 1000-0534. 2014. 00043. X / 210044 X X X X 6 μs 1 μs 1 6 μs μs X 2 3 1 / cosθcosφ 1000-0534 2015
1 (forward modeling) 2 (data-driven modeling) e- Quest EnergyPlus DeST 1.1. {X t } ARMA. S.Sp. Pappas [4]
212 2 ( 4 252 ) No.2 in 212 (Total No.252 Vol.4) doi 1.3969/j.issn.1673-7237.212.2.16 STANDARD & TESTING 1 2 2 (1. 2184 2. 2184) CensusX12 ARMA ARMA TU111.19 A 1673-7237(212)2-55-5 Time Series Analysis
Zigbee. Zigbee. Zigbee Zigbee ZigBee. ZigBee. ZigBee
Zigbee 150m 1000m Zigbee Zigbee Zigbee ZigBee ZigBee ZigBee 1 Zigbee Zigbee PC PC PC Zigbee 65536 256 20 30 2011.06 Signal Process & System 1 DS18B20 ACS712 TI CC2430 CC2430 Zigbee PC LED 1 1 DS18B20 9~12-55
Anomaly Detection with Neighborhood Preservation Principle
27 27 Workshop on Information-Based Induction Sciences (IBIS27) Tokyo, Japan, November 5-7, 27. Anomaly Detection with Neighborhood Preservation Principle Tsuyoshi Idé Abstract: We consider a task of anomaly
Supporting Information
Supporting Information Synthesis and Electroactive Properties of Poly(amidoamine) Dendrimers with an Aniline Pentamer Shell Wei-I Hung a, Chih-Bing Hung a, Ya-Han Chang a, Jiun-Kuang Dai a, Yan Li b, Hai
Congruence Classes of Invertible Matrices of Order 3 over F 2
International Journal of Algebra, Vol. 8, 24, no. 5, 239-246 HIKARI Ltd, www.m-hikari.com http://dx.doi.org/.2988/ija.24.422 Congruence Classes of Invertible Matrices of Order 3 over F 2 Ligong An and
ACTA MATHEMATICAE APPLICATAE SINICA Nov., ( µ ) ( (
35 Þ 6 Ð Å Vol. 35 No. 6 2012 11 ACTA MATHEMATICAE APPLICATAE SINICA Nov., 2012 È ÄÎ Ç ÓÑ ( µ 266590) (E-mail: jgzhu980@yahoo.com.cn) Ð ( Æ (Í ), µ 266555) (E-mail: bbhao981@yahoo.com.cn) Þ» ½ α- Ð Æ Ä
IPSJ SIG Technical Report Vol.2014-CE-127 No /12/6 CS Activity 1,a) CS Computer Science Activity Activity Actvity Activity Dining Eight-He
CS Activity 1,a) 2 2 3 CS Computer Science Activity Activity Actvity Activity Dining Eight-Headed Dragon CS Unplugged Activity for Learning Scheduling Methods Hisao Fukuoka 1,a) Toru Watanabe 2 Makoto
clearing a space (focusing) clearing a space, CS CS CS experiencing I 1. E. T. Gendlin (1978) experiencing (Gendlin 1962) experienc-
clearing a space (focusing) clearing a space, CS CS CS CS CS experiencing I 1. E. T. Gendlin (1978) experiencing (Gendlin 1962) experienc- 133 ing experiencing 2009 experiencing Gendlin (1978) CS 2. CS
JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering TP (2011)
29 1 2011 1 JOURNAL OF APPLIED SCIENCES Electronics and Information Engineering Vol. 29 No. 1 Jan. 2011 DOI: 10.3969/j.issn.0255-8297.2011.01.012 ademlia 1 1 2 3 1. 230037 2. 230037 3. 100195 DHTademlia
Studies on the Binding Mechanism of Several Antibiotics and Human Serum Albumin
2005 63 Vol. 63, 2005 23, 2169 2173 ACTA CHIMICA SINICA No. 23, 2169 2173 a,b a a a *,a ( a 130012) ( b 133002), 26 K A 1.98 10 4, 1.01 10 3, 1.38 10 3, 5.97 10 4 7.15 10 4 L mol 1, n 1.16, 0.86, 1.19,
Apr Vol.26 No.2. Pure and Applied Mathematics O157.5 A (2010) (d(u)d(v)) α, 1, (1969-),,.
2010 4 26 2 Pure and Applied Matheatics Apr. 2010 Vol.26 No.2 Randić 1, 2 (1., 352100; 2., 361005) G Randić 0 R α (G) = v V (G) d(v)α, d(v) G v,α. R α,, R α. ; Randić ; O157.5 A 1008-5513(2010)02-0339-06
Electronic Supplementary Information
Electronic Supplementary Material (ESI) for Dalton Transactions. This journal is The Royal Society of Chemistry 2014 Electronic Supplementary Information Syntheses and structures of copper complexes of
Study of In-vehicle Sound Field Creation by Simultaneous Equation Method
Study of In-vehicle Sound Field Creation by Simultaneous Equation Method Kensaku FUJII Isao WAKABAYASI Tadashi UJINO Shigeki KATO Abstract FUJITSU TEN Limited has developed "TOYOTA remium Sound System"
Research on explaining porosity in carbonate reservoir by capture cross section method
33 4 2014 12 GLOBAL GEOLOGY Vol. 33 No. 4 Dec. 2014 1004-5589 2014 04-0875 - 05 1 2 1 2 1. 130026 2. 830011 PND SIGMA CATO SIGMA CNL 0. 91 SIGMA CATO P631. 325 A doi 10. 3969 /j. issn. 1004-5589. 2014.
Technical Research Report, Earthquake Research Institute, the University of Tokyo, No. +-, pp. 0 +3,,**1. No ,**1
No. +- 0 +3,**1 Technical Research Report, Earthquake Research Institute, the University of Tokyo, No. +-, pp. 0 +3,,**1. * Construction of the General Observation System for Strong Motion in Earthquake
FX10 SIMD SIMD. [3] Dekker [4] IEEE754. a.lo. (SpMV Sparse matrix and vector product) IEEE754 IEEE754 [5] Double-Double Knuth FMA FMA FX10 FMA SIMD
FX,a),b),c) Bailey Double-Double [] FMA FMA [6] FX FMA SIMD Single Instruction Multiple Data 5 4.5. [] Bailey SIMD SIMD 8bit FMA (SpMV Sparse matrix and vector product) FX. DD Bailey Double-Double a) em49@ns.kogakuin.ac.jp
ΔΙΠΛΩΜΑΤΙΚΕΣ ΕΡΓΑΣΙΕΣ
ΔΙΠΛΩΜΑΤΙΚΕΣ ΕΡΓΑΣΙΕΣ ΤΜ. ΜΗΧΑΝΙΚΩΝ ΠΛΗΡΟΦΟΡΙΚΗΣ & ΤΗΛΕΠΙΚΟΙΝΩΝΙΩΝ 2018-2019 Επιβλέπουσα: Μπίμπη Ματίνα Ανάλυση της πλατφόρμας ανοιχτού κώδικα Home Assistant Το Home Assistant είναι μία πλατφόρμα ανοιχτού
J. of Math. (PRC) 6 n (nt ) + n V = 0, (1.1) n t + div. div(n T ) = n τ (T L(x) T ), (1.2) n)xx (nt ) x + nv x = J 0, (1.4) n. 6 n
Vol. 35 ( 215 ) No. 5 J. of Math. (PRC) a, b, a ( a. ; b., 4515) :., [3]. : ; ; MR(21) : 35Q4 : O175. : A : 255-7797(215)5-15-7 1 [1] : [ ( ) ] ε 2 n n t + div 6 n (nt ) + n V =, (1.1) n div(n T ) = n
Research of Han Character Internal Codes Recognition Algorithm in the Multi2lingual Environment
18 2 JOURNAL OF CHINESE INFORMATION PROCESSING Vol118 No12 :1003-0077 (2004) 02-0073 - 07 Ξ 1,2, 1, 1 (11, 215006 ;21, 210000) : ISO/ IEC 10646,,,,,, 9919 % : ; ; ; ; : TP39111 :A Research of Han Character
Supporting Information
Supporting Information Mitochondria-Targeting Polydopamine Nanocomposites as Chemophotothermal Therapeutics for Cancer Zhuo Wang *,, Yuzhi Chen, Hui Zhang, Yawen Li, Yufan Ma, Jia Huang, Xiaolei Liu, Fang
Probabilistic Approach to Robust Optimization
Probabilistic Approach to Robust Optimization Akiko Takeda Department of Mathematical & Computing Sciences Graduate School of Information Science and Engineering Tokyo Institute of Technology Tokyo 52-8552,
Research on Economics and Management
36 5 2015 5 Research on Economics and Management Vol. 36 No. 5 May 2015 490 490 F323. 9 A DOI:10.13502/j.cnki.issn1000-7636.2015.05.007 1000-7636 2015 05-0052 - 10 2008 836 70% 1. 2 2010 1 2 3 2015-03
Fourier transform, STFT 5. Continuous wavelet transform, CWT STFT STFT STFT STFT [1] CWT CWT CWT STFT [2 5] CWT STFT STFT CWT CWT. Griffin [8] CWT CWT
1,a) 1,2,b) Continuous wavelet transform, CWT CWT CWT CWT CWT 100 1. Continuous wavelet transform, CWT [1] CWT CWT CWT [2 5] CWT CWT CWT CWT CWT Irino [6] CWT CWT CWT CWT CWT 1, 7-3-1, 113-0033 2 NTT,
HOSVD. Higher Order Data Classification Method with Autocorrelation Matrix Correcting on HOSVD. Junichi MORIGAKI and Kaoru KATAYAMA
DEIM Forum 2010 D1-4 HOSVD 191-0065 6-6 E-mail: j.morigaki@gmail.com, katayama@tmu.ac.jp Lathauwer (HOSVD) (Tensor) HOSVD Savas HOSVD Sun HOSVD,, Higher Order Data Classification Method with Autocorrelation
2 ~ 8 Hz Hz. Blondet 1 Trombetti 2-4 Symans 5. = - M p. M p. s 2 x p. s 2 x t x t. + C p. sx p. + K p. x p. C p. s 2. x tp x t.
36 2010 8 8 Vol 36 No 8 JOURNAL OF BEIJING UNIVERSITY OF TECHNOLOGY Aug 2010 Ⅰ 100124 TB 534 + 2TP 273 A 0254-0037201008 - 1091-08 20 Hz 2 ~ 8 Hz 1988 Blondet 1 Trombetti 2-4 Symans 5 2 2 1 1 1b 6 M p
Ελαφρές κυψελωτές πλάκες - ένα νέο προϊόν για την επιπλοποιία και ξυλουργική. ΒΑΣΙΛΕΙΟΥ ΒΑΣΙΛΕΙΟΣ και ΜΠΑΡΜΠΟΥΤΗΣ ΙΩΑΝΝΗΣ
Ελαφρές κυψελωτές πλάκες - ένα νέο προϊόν για την επιπλοποιία και ξυλουργική ΒΑΣΙΛΕΙΟΥ ΒΑΣΙΛΕΙΟΣ και ΜΠΑΡΜΠΟΥΤΗΣ ΙΩΑΝΝΗΣ Αριστοτέλειο Πανεπιστήµιο Θεσσαλονίκης Σχολή ασολογίας και Φυσικού Περιβάλλοντος,
,,, (, 100875) 1989 12 25 1990 2 23, - 2-4 ;,,, ; -
25 3 2003 5 RESOURCES SCIENCE Vol. 25 No. 3 May 2003 ( 100875) : 500L - 2-4 - 6-8 - 10 114h - 120h 6h 1989 12 25 1990 2 23-2 - 4 : ; ; - 4 1186cm d - 1 10cm 514d ; : 714 13 317 714 119 317 : ; ; ; :P731
CAP A CAP
2012 4 30 2 Journal of Northwestern Polytechnical University Apr. Vol. 30 2012 No. 2 Neal-Smith 710072 CAP Neal-Smith PIO Neal-Smith V249 A 1000-2758 2012 02-0279-07 Neal-Smith CAP Neal-Smith Neal-Smith
Optimization, PSO) DE [1, 2, 3, 4] PSO [5, 6, 7, 8, 9, 10, 11] (P)
( ) 1 ( ) : : (Differential Evolution, DE) (Particle Swarm Optimization, PSO) DE [1, 2, 3, 4] PSO [5, 6, 7, 8, 9, 10, 11] 2 2.1 (P) (P ) minimize f(x) subject to g j (x) 0, j = 1,..., q h j (x) = 0, j
Feasible Regions Defined by Stability Constraints Based on the Argument Principle
Feasible Regions Defined by Stability Constraints Based on the Argument Principle Ken KOUNO Masahide ABE Masayuki KAWAMATA Department of Electronic Engineering, Graduate School of Engineering, Tohoku University
Sampling Basics (1B) Young Won Lim 9/21/13
Sampling Basics (1B) Copyright (c) 2009-2013 Young W. Lim. Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.2 or any
Yoshifumi Moriyama 1,a) Ichiro Iimura 2,b) Tomotsugu Ohno 1,c) Shigeru Nakayama 3,d)
1,a) 2,b) 1,c) 3,d) Quantum-Inspired Evolutionary Algorithm 0-1 Search Performance Analysis According to Interpretation Methods for Dealing with Permutation on Integer-Type Gene-Coding Method based on
Supporting Information. Generation Response. Physics & Chemistry of CAS, 40-1 South Beijing Road, Urumqi , China. China , USA
Supporting Information Pb 3 B 6 O 11 F 2 : A First Noncentrocentric Lead Fluoroborate with Large Second Harmonic Generation Response Hongyi Li, a Hongping Wu, a * Xin Su, a Hongwei Yu, a,b Shilie Pan,
Table of Contents 1 Supplementary Data MCD
Electronic Supplementary Material (ESI) for Dalton Transactions. This journal is The Royal Society of Chemistry 2017 Supporting Information for Magnetic circular dichroism and density functional theory
ITU-R BT ITU-R BT ( ) ITU-T J.61 (
ITU-R BT.439- ITU-R BT.439- (26-2). ( ( ( ITU-T J.6 ( ITU-T J.6 ( ( 2 2 2 3 ITU-R BT.439-2 4 3 4 K : 5. ITU-R BT.24 :. ITU-T J.6. : T u ( ) () (S + L = M) :A :B :C : D :E :F :G :H :J :K :L :M :S :Tsy :Tlb
ΑΚΑΔΗΜΙΑ ΕΜΠΟΡΙΚΟΥ ΝΑΥΤΙΚΟΥ ΜΑΚΕΔΟΝΙΑΣ ΣΧΟΛΗ ΜΗΧΑΝΙΚΩΝ
: : : NEA 2013 1 : : : (4507) :29-10-2013 2 Περιεχόμενα... 5 ABSTRACT... 6... 7 1:... 8 1.1 :... 8 1.2... 8 1.3... 9 1.4... 10 1.5... 11 1.5.1... 12 1.6... 13 1.6.1... 13 1.6.2 µ... 16 2:... 19 2.1 µ µ...
Gain self-tuning of PI controller and parameter optimum for PMSM drives
14 1 1 1 ELECTRI C MACHINES AND CONTROL Vol. 14 No. 1 Dec. 1 1 1 1 1 1. 151. 154 PI PI E E 1% 4r /min TM 359 A 17-449X 1 1-9- 6 Gain self-tuning of PI controller and parameter optimum for PMSM drives YANG
ΜΕΘΟΔΟΙ ΑΕΡΟΔΥΝΑΜΙΚΗΣ
ΕΘΝΙΚΟ ΜΕΤΣΟΒΙΟ ΠΟΛΥΤΕΧΝΕΙΟ Εργαστήριο Θερμικών Στροβιλομηχανών Μονάδα Παράλληλης ης Υπολογιστικής Ρευστοδυναμικής & Βελτιστοποίησης ΜΕΘΟΔΟΙ ΑΕΡΟΔΥΝΑΜΙΚΗΣ ΒΕΛΤΙΣΤΟΠΟΙΗΣΗΣ (7 ο Εξάμηνο Σχολής Μηχ.Μηχ. ΕΜΠ)
Reading Order Detection for Text Layout Excluded by Image
19 5 JOURNAL OF CHINESE INFORMATION PROCESSING Vol119 No15 :1003-0077 - (2005) 05-0067 - 09 1, 1, 2 (11, 100871 ; 21IBM, 100027) :,,, PMRegion,, : ; ; ; ; :TP391112 :A Reading Order Detection for Text
1 h, , CaCl 2. pelamis) 58.1%, (Headspace solid -phase microextraction and gas chromatography -mass spectrometry,hs -SPME - Vol. 15 No.
2 0 1 5 7 Journal of Chinese Institute of Food Science and Technology Vol. 15 No. 7 Jul. 2 0 1 5 1,2 1 1 1 1* ( 1 315211 2 315502) : ( ) : (E-Nose), - : GC-MS, 20.98% 2.5%, 53.15% 11.2%, 0. 51% 71.86%
Research on model of early2warning of enterprise crisis based on entropy
24 1 Vol. 24 No. 1 ont rol an d Decision 2009 1 Jan. 2009 : 100120920 (2009) 0120113205 1, 1, 2 (1., 100083 ; 2., 100846) :. ;,,. 2.,,. : ; ; ; : F270. 5 : A Research on model of early2warning of enterprise
CSJ. Speaker clustering based on non-negative matrix factorization using i-vector-based speaker similarity
i-vector 1 1 1 1 i-vector CSJ i-vector Speaker clustering based on non-negative matrix factorization using i-vector-based speaker similarity Fukuchi Yusuke 1 Tawara Naohiro 1 Ogawa Tetsuji 1 Kobayashi
2002 Journal of Software
Vol13, No2 2002 Journal of Software 1000-9825/2002/13(02)0250-08,,, (, 110004) E-mail: {wanggr,yuge}@mailneueducn http://wwwneueducn :,,, : ; ; ; : TP311 : A,,,,, :(1),(2),,, [1],, [2],, : ; ;,, [3] 4
Ανάλυση σχημάτων βασισμένη σε μεθόδους αναζήτησης ομοιότητας υποακολουθιών (C589)
Ανάλυση σχημάτων βασισμένη σε μεθόδους αναζήτησης ομοιότητας υποακολουθιών (C589) Μεγαλοοικονόμου Βασίλειος Τμήμα Μηχ. Η/ΥκαιΠληροφορικής Επιστημονικός Υπεύθυνος Στόχος Προτεινόμενου Έργου Ανάπτυξη μεθόδων
ΒΙΟΓΡΑΦΙΚΟ ΣΗΜΕΙΩΜΑ ΣΤΥΛΙΑΝΗΣ Κ. ΣΟΦΙΑΝΟΠΟΥΛΟΥ Αναπληρώτρια Καθηγήτρια. Τµήµα Τεχνολογίας & Συστηµάτων Παραγωγής.
ΒΙΟΓΡΑΦΙΚΟ ΣΗΜΕΙΩΜΑ ΣΤΥΛΙΑΝΗΣ Κ. ΣΟΦΙΑΝΟΠΟΥΛΟΥ Αναπληρώτρια Καθηγήτρια Τµήµα Τεχνολογίας & Συστηµάτων Παραγωγής Πανεπιστήµιο Πειραιώς, Καραολή ηµητρίου 80, 18534 Πειραιάς Τηλ. 210 414-2147, e-mail: sofianop@unipi.gr
Simplex Crossover for Real-coded Genetic Algolithms
Technical Papers GA Simplex Crossover for Real-coded Genetic Algolithms 47 Takahide Higuchi Shigeyoshi Tsutsui Masayuki Yamamura Interdisciplinary Graduate school of Science and Engineering, Tokyo Institute
Design and Fabrication of Water Heater with Electromagnetic Induction Heating
U Kamphaengsean Acad. J. Vol. 7, No. 2, 2009, Pages 48-60 ก 7 2 2552 ก ก กก ก Design and Fabrication of Water Heater with Electromagnetic Induction Heating 1* Geerapong Srivichai 1* ABSTRACT The purpose
στημίων που φαίνονται στον πιο κάτω Πίνακα, για σκοπούς εγγραφής των «m^lot» κατόχων τους στο Επιστημονικό Τεχνικό Επιμελητήριο Κύπρου.
Ε.Ε. Παρ. III(I) 261 Κ.Λ.Π. 68/2000 AQ. 3391, 3.3.2000 Αριθμός 68 Ο ΠΕΡΙ ΕΠΙΣΤΗΜΟΝΙΚΟΥ ΤΕΧΝΙΚΟΥ ΕΠΙΜΕΛΗΤΗΡΙΟΥ ΚΥΠΡΟΥ ΝΟΜΟΣ Γνωστοποίηση βάσει του άρθρου 7(1)(α) Το Υπουργικό Συμβούλιο, ασκώντας τις εξουσίες
Copper-catalyzed formal O-H insertion reaction of α-diazo-1,3-dicarb- onyl compounds to carboxylic acids with the assistance of isocyanide
Electronic Supplementary Material (ESI) for ChemComm. This journal is The Royal Society of Chemistry 2014 Copper-catalyzed formal O-H insertion reaction of α-diazo-1,3-dicarb- onyl compounds to carboxylic
Wiki. Wiki. Analysis of user activity of closed Wiki used by small groups
Wiki Wiki Wiki Wiki qwikweb Wiki Wiki Wiki Analysis of user activity of closed Wiki used by small groups Satoshi V. Suzuki, Koichiro Eto, Keiki Shimada, Shinobu Shibamura and Takuichi Nishimura Wikis are
Ψηφιακή Επεξεργασία Φωνής
ΕΛΛΗΝΙΚΗ ΔΗΜΟΚΡΑΤΙΑ ΠΑΝΕΠΙΣΤΗΜΙΟ ΚΡΗΤΗΣ Ψηφιακή Επεξεργασία Φωνής Διάλεξη: Προσαρμόσιμο Αρμονικό Μοντέλο Παρουσίαση: Gilles Degottex Στυλιανού Ιωάννης Τμήμα Επιστήμης Υπολογιστών A Full-Band Adaptive Harmonic
A Method of Trajectory Tracking Control for Nonminimum Phase Continuous Time Systems
IIC-11-8 A Method of Trajectory Tracking Control for Nonminimum Phase Continuous Time Systems Takayuki Shiraishi, iroshi Fujimoto (The University of Tokyo) Abstract The purpose of this paper is achievement
D-Glucosamine-derived copper catalyst for Ullmann-type C- N coupling reaction: theoretical and experimental study
Electronic Supplementary Material (ESI) for RSC Advances. This journal is The Royal Society of Chemistry 2016 D-Glucosamine-derived copper catalyst for Ullmann-type C- N coupling reaction: theoretical
Study on Re-adhesion control by monitoring excessive angular momentum in electric railway traction
() () Study on e-adhesion control by monitoring excessive angular momentum in electric railway traction Takafumi Hara, Student Member, Takafumi Koseki, Member, Yutaka Tsukinokizawa, Non-member Abstract
ΕΠΛ 476: ΚΙΝΗΤΑ ΔΙΚΤΥΑ ΥΠΟΛΟΓΙΣΤΩΝ
ΕΠΛ 476: ΚΙΝΗΤΑ ΔΙΚΤΥΑ ΥΠΟΛΟΓΙΣΤΩΝ Δρ. Χριστόφορος Χριστοφόρου Πανεπιστήμιο Κύπρου - Τμήμα Πληροφορικής Περιγραφή Μαθήματος, Συμβόλαιο Γενικά 1 Στόχοι Μαθήματος: Nα γίνει μια εισαγωγή σε ασύρματα και κινητά
CT Correlation (2B) Young Won Lim 8/15/14
CT Correlation (2B) 8/5/4 Copyright (c) 2-24 Young W. Lim. Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version.2 or any
Supporting Information for. A New Diketopiperazine, Cyclo-(4-S-Hydroxy-R-Proline-R-Isoleucine), from an Australian Specimen of the Sponge
1 Supporting Information for A New Diketopiperazine, Cyclo-(4-S-Hydroxy-R-Proline-R-Isoleucine), from an Australian Specimen of the Sponge Stelletta Sp. Simon P. B. Ovenden, Jonathan L. Nielson, Catherine
Scrub Nurse Robot: SNR. C++ SNR Uppaal TA SNR SNR. Vain SNR. Uppaal TA. TA state Uppaal TA location. Uppaal
Scrub Nurse Robot: SNR SNR SNR SNR Uppaal Uppaal timed automatonta SNR C++ Uppaal TA SNR SNR 1 1SNR3 SNR SNR C++ SNR Uppaal TA Vain Uppaal TA TA state Uppaal TA location TRON (Testing Realtime Systems
College of Life Science, Dalian Nationalities University, Dalian , PR China.
Electronic Supplementary Material (ESI) for New Journal of Chemistry. This journal is The Royal Society of Chemistry and the Centre National de la Recherche Scientifique 2018 Postsynthetic modification
Memory Systems Architecture and Performance Analysis Multi-bit Error Correction I Spring 2005 ENEE 759H Lecture12.fm Bruce Jacob David Wang University of Maryland ECE Dept. SLIDE 14 C α 2 C α = C 1 C 0